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• A Simple and Yet Fairly Effective Defense for Graph Neural Networks

  Sofiane Ennadir, Yassine Abbahaddou, Johannes F. Lutzeyer, Michalis Vazirgiannis, Henrik Boström

  21063-21071

  2024-03-24

• VACA: Designing Variational Graph Autoencoders for Causal Queries

  Pablo Sánchez-Martin, Miriam Rateike, Isabel Valera

  8159-8168

  2022-06-28

• LOGICDEF: An Interpretable Defense Framework against Adversarial Examples via Inductive Scene Graph Reasoning

  Yuan Yang, James C Kerce, Faramarz Fekri

  8840-8848

  2022-06-28

• Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training

  Ting Wang, Zhixin Zhou, Rui Luo

  21261-21268

  2025-04-11

• Accelerating the Discovery of Data Quality Rules: A Case Study

  Peter Z. Yeh, Colin A. Puri, Mark Wagman, Ajay K. Easo

  1707-1714

  2011-08-11

• A Distillation Approach to Data Efficient Individual Treatment Effect Estimation

  Maggie Makar, Adith Swaminathan, Emre Kıcıman

  4544-4551

  2019-07-17

• More Text, Less Point: Towards 3D Data-Efficient Point-Language Understanding

  Yuan Tang, Xu Han, Xianzhi Li, Qiao Yu, Jinfeng Xu, Yixue Hao, Long Hu, Min Chen

  7284-7292

  2025-04-11

• Structured Prediction in Time Series Data

  Jia Li

  2017-02-12

• AI-Assisted Scientific Data Collection with Iterative Human Feedback

  Travis Mandel, James Boyd, Sebastian J. Carter, Randall H. Tanaka, Taishi Nammoto

  5957-5966

  2021-05-18

• Constructing a Fair Classifier with Generated Fair Data

  Taeuk Jang, Feng Zheng, Xiaoqian Wang

  7908-7916

  2021-05-18

• IdealTSF: Can Non-Ideal Data Contribute to Enhancing the Performance of Time Series Forecasting Models?

  Hua Wang, Jinghao Lu, Fan Zhang

  26224-26232

  2026-03-14

• Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning

  Guoxi Zhang, Hisashi Kashima

  11201-11209

  2023-06-26

• An Ordinal Data Clustering Algorithm with Automated Distance Learning

  Yiqun Zhang, Yiu-ming Cheung

  6869-6876

  2020-04-03

• Exploiting Class Learnability in Noisy Data

  Matthew Klawonn, Eric Heim, James Hendler

  4082-4089

  2019-07-17

• MSCFL: Model Structure-Aware Clustered Federated Learning for System Heterogeneity and Data Drift

  Yang Xu, Xiaowei Wu, Zifeng Xu, Cheng Zhang, Ju Ren, Yaoxue Zhang

  27350-27358

  2026-03-14

• MartDE: A Privacy-Preserving and Cost-Efficient Evaluation Framework for Data Marketplaces

  Xinyuan Qian, Haoyong Wang, Hangcheng Cao, Shuai Yuan, Senkang Hu, Qingchuan Zhao, Hongwei Li, Guowen Xu

  35759-35766

  2026-03-14

• When Genes Speak: A Semantic-Guided Framework for Spatially Resolved Transcriptomics Data Clustering

  Jiangkai Long, Yanran Zhu, Chang Tang, Kun Sun, Yuanyuan Liu, Xuesong Yan

  800-808

  2026-03-14

• Multidimensional Uncertainty-Aware Evidential Neural Networks

  Yibo Hu, Yuzhe Ou, Xujiang Zhao, Jin-Hee Cho, Feng Chen

  7815-7822

  2021-05-18

• Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation

  Xin Xia, Hongzhi Yin, Junliang Yu, Qinyong Wang, Lizhen Cui, Xiangliang Zhang

  4503-4511

  2021-05-18

• Learning to Stop Cut Generation for Efficient Mixed-Integer Linear Programming

  Haotian Ling, Zhihai Wang, Jie Wang

  20759-20767

  2024-03-24

• KSS-MoE: Knowledge Space Synergy Framework in Mixture of Experts for Continual Visual Instruction Tuning

  Lingyun Song, Ziyao Chen, Kang Pan, Xiaolin Han, Xinbiao Gan, Yudai Pan, Xiaofan Sun, Xiaoqi Wang, Xuequn Shang

  25536-25544

  2026-03-14

• Bridging Modalities via Progressive Re-alignment for Multimodal Test-Time Adaptation

  Jiacheng Li, Songhe Feng

  22931-22939

  2026-03-14

• Conversational AI for Social Good (CAI4SG): An Overview of Emerging Trends, Applications, and Challenges

  Yi-Chieh Lee, Junti Zhang, Tianqi Song, Yugin Tan

  40962-40970

  2026-03-14

• Learning Semantic Context from Normal Samples for Unsupervised Anomaly Detection

  Xudong Yan, Huaidong Zhang, Xuemiao Xu, Xiaowei Hu, Pheng-Ann Heng

  3110-3118

  2021-05-18

• Collaborative Group Learning

  Shaoxiong Feng, Hongshen Chen, Xuancheng Ren, Zhuoye Ding, Kan Li, Xu Sun

  7431-7438

  2021-05-18